鲁晓宇 retweeted
Kimi K3.1 Pro replaces dense MLA with sparse attention (DSA). It's much more efficient and easier to serve.
SGLang delivers on Day 0:
· Up to 33.7K tok/s per GPU (AgentX, GB300)
· 450 tok/s single user with DFlash2 + MegaKernel
· NVIDIA Vera Rubin / Blackwell / Hopper, AMD, TPU, Trainium, PPU
Releasing the model weights of Kimi K3.1 Pro: huggingface.co/moonshotai/Ki…
We'll keep advancing open intelligence.
鲁晓宇 retweeted
Releasing the model weights of Kimi K3.1 Pro: huggingface.co/moonshotai/Ki…
We'll keep advancing open intelligence.
鲁晓宇 retweeted
Kimi now works with Gmail, Google Drive, and Google Calendar.
Summarize Gmail threads, find files in Google Drive, and plan your day with Google Calendar — with secure OAuth access you control.
Try them at kimi.ai/plugins
鲁晓宇 retweeted
给大家带来Kimi-K3.1-Pro 实测! 直接说结论, K3.1-Pro保持了一直以来的高质量前端水平. 无论是审美还是空间理解, 3D建模, 光影特效等能力都非常在线. 可以说想写炫酷的页面或者3D演示, 这就是国模最佳选择了.
另外 Agent 能力这次也有提升, 最大的特性就是可以十分清晰的知道自己在 Agent 系统中的目标, 排除干扰项推进任务.
而本次表现最差的反而是之前很强的后端 Agentic Coding 能力. 最大的问题是它在难以获得信息的情况下, 判断过于悲观, 给自己设置了一个很小的超时, 被迫使用了性能差但是对超时友好的算法. 结果导致分数没有跑赢上一代 K3.
这里我给到的使用建议是, 它本身并不是不能写, 而是会预设状态, 所以在后端编程过程中, 最好先写 Plan, 再开始编码, 尽量减少信息差, 才能让它发挥实力.
#k31pro #kimik31 #kimik31pro #AgenticCoding #AIAgent
鲁晓宇 retweeted
日本の皆様、お待たせしました。
Kimi K3.1 Proが提供開始。
いつも応援してありがとうございます!
日頃の感謝を込めて、抽選で10名様に
月間Proプラン(39ドル相当)をプレゼント。
リプ+フォロー+リポスト+いいね。
Kimi K3.1 Proを体験してみたい方は、この機会にぜひ。
知る、考える、つくる。
Kimiと。
Kimi K3.1 Proが登場。
最新の3兆パラメータ級オープンウェイトモデル。
🔹100万トークンのコンテキスト/オープンウェイト
🔹 Unreal、Unity、Godotでのゲーム開発を一貫して支援
🔹 BlenderやCADでのパラメトリック3Dモデリングに強み
🔹 金融業務にも強み:OfficeQA Pro v2(64.4)、SpreadsheetBench v2(36.3)で最高水準の性能を達成。DCF/LBOモデリングにも一貫して対応
Kimi K3.1 Proは、Kimi.ai、Kimi Work、Kimi Code、Kimi APIで提供を開始しました。 モデルウェイトは2026年11月4日までに公開予定です。
🔗 API: platform.kimi.ai
🔗 Tech blog: kimi.ai/blog/kimi-k3-1-pro
鲁晓宇 retweeted
爆肝三天
我用 Kimi 最近新出的模型 K3.1 Pro 搭配 Tripo 基于 three.js 做了一款小游戏——《书桌之上》
灵感来源于《小小梦魇》
在游戏中,你将扮演一个迷你角色,在巨大的书桌上自由探索,寻找隐藏的路线,破解机关......
鲁晓宇 retweeted
Kimi says K3.1 Pro matches the strongest closed models. So we put it up against Opus 5.5.
Same job for both: read the CPR guidelines in ego (lite), build a lesson, then take it themselves.
Kimi K3.1 Pro: 22 min, $0.59
Claude Opus 5.5: 15 min, $4.03
Watch and pick a winner.
鲁晓宇 retweeted
Damn! 太炸裂了,Kimi 刚刚突袭发布的 2.8T 旗舰 K3.1 Pro,SWE Marathon 拿下 51.7 登顶第一,正面反超 Opus 5.5 与 GPT-6 Astra!
而且刚刚放出的这张跑分战报,把整个大模型闭源阵营的防线打穿了一大半🤯。。
官方正式端出多模态新旗舰 K3.1 Pro:总参数量直接堆到了 2.8T,标配 1M 原生上下文窗口。
但在我看来,2.8T 这个数字或许只是表面肌肉,整篇公告里真正具备杀伤力的是两件事:
第一,在最具含金量的代码和长程智能体测试里,它正面咬住了 Opus 5.5,甚至反超了 GPT-6 Astra。
第二,官方直接白纸黑字承诺,11 月 4 日前把完整权重全盘开源。
很多人看跑分只盯着总榜看热闹,但仔细拆解这张基准表,有三场关键战役直接决定了接下来的工程落地走向:
Introducing Kimi K3.1 Pro: our most capable 3T-class open-weight model.
🔹 1M-token context, 2.8T total / 104B active params (MoE), Multimodal.
🔹 Full-project coding: games in Unreal, Unity & Godot.
🔹 Excels at parametric 3D modeling in Blender & CAD.
🔹 More reliable at finance work: Accurate modeling with hallucination down by 65%.
🔹 Matching the strongest proprietary models across coding, agentic and knowledge benchmarks.
Kimi K3.1 Pro and K3.1 Pro Highspeed (2–3× faster) are now live on Kimi.ai, Kimi Work, Kimi Code, and the Kimi API.
Open weights by Nov 4, 2026.
🔗 API: platform.kimi.ai
🔗 Tech blog: kimi.ai/blog/kimi-k3-1-pro
鲁晓宇 retweeted
Kimi K3.1 Pro is live on Venice.
@Kimi_Moonshot’s strongest open-weight model: frontier-level intelligence for long-running coding and agent work, and it even designs 3D models, writing Blender and CAD scripts.
Available anonymously. 20% off Pro and Highspeed (API) thru Oct 31.
鲁晓宇 retweeted
Kimi K3.1 Pro çıktı, 3D'de çok iyi olduğu söyleniyor. Kilnframe'de Claude Opus 5.5 ile yan yana denedim.
Aynı 11 saniyelik klip, Kil Lacivert stili. İki model de sahneleri planlayıp 3D animasyonu kodla yazdı.
Opus 5.5: 12,3 dakika, API fiyatıyla yaklaşık 4,43 dolar, 2 onarım turu
Kimi K3.1 Pro: 12,7 dakika, 1,48 dolar, onarım yok
Opus sahneyi hâlâ biraz daha zengin kuruyor. Ama Kimi, üçte bir fiyatına ve ilk denemede bu sonucu verdi. Bence API anahtarıyla çalışanlar için çok güçlü bir seçenek oldu.
鲁晓宇 retweeted
Claude Opus 5.5’s result on the same task as Kimi K3.1 Pro
My honest take on Kimi K3.1 Pro 🥶
I asked Kimi to turn an art concept into a complete 3D environment at around 10:25. At the same time, I gave Claude Opus 5.5 the exact same task.
About an hour later, Kimi produced what you see below. A complete 3D scene running right in the browser, with reflective icy seas, drifting floes, rugged snow-covered fjords, and warm windows glowing against the cold.
Claude finished around the same time, but a little earlier than Kimi. So, clearly, Kimi has improved in terms of execution speed. It feels faster than its previous models.
Now, let's talk about cost. The task consumed 62% of my 5-hour session on the $100 Claude plan, whereas it used just 0.53% of my Kimi Vivace plan's session.
I followed up with another task to make some refinements, and that barely cost anything either with Kimi. Just 0.35% of my session credits.
You can do the math and see how much cheaper it is.
Finally, talking about the results, I think Kimi K3.1 Pro is really solid. When it comes to UI, it reminds me of GPT-6 Astra, while its overall capabilities feel closer to Claude Opus 5.5.
Although I preferred Claude's result overall in terms of 3D modeling, as it followed the original requirements in greater detail, Kimi K3.1 Pro came pretty close. In fact, Kimi presented the overall scene better than Claude.
Overall, I'd highly recommend giving Kimi a try. It really feels like it sits somewhere between the frontier models.
True to its benchmarks, i would say.
P.S. This is not a paid post. Kimi hasn't paid me anything, nor have they ever paid me in the past 😅
Live: police-station.kimi.page/
鲁晓宇 retweeted
Cheap doesn’t have to mean bad 🔥
Kimi K3.1 Pro vs ChatGPT-6 Astra. Same prompt. $0.31 vs $15.57
Honestly, Kimi deserves some applause here. Built a good-looking little ski resort for pocket change. Now THAT’S value for money
What do you think? 👀
Introducing Kimi K3.1 Pro: our most capable 3T-class open-weight model.
🔹 1M-token context, 2.8T total / 104B active params (MoE), Multimodal.
🔹 Full-project coding: games in Unreal, Unity & Godot.
🔹 Excels at parametric 3D modeling in Blender & CAD.
🔹 More reliable at finance work: Accurate modeling with hallucination down by 65%.
🔹 Matching the strongest proprietary models across coding, agentic and knowledge benchmarks.
Kimi K3.1 Pro and K3.1 Pro Highspeed (2–3× faster) are now live on Kimi.ai, Kimi Work, Kimi Code, and the Kimi API.
Open weights by Nov 4, 2026.
🔗 API: platform.kimi.ai
🔗 Tech blog: kimi.ai/blog/kimi-k3-1-pro
鲁晓宇 retweeted
Architects should look away, because Kimi K3.1 just drew a whole house in 63 seconds.
It started from an empty CAD file and put in the walls, every window and door, the kitchen and the bathroom, then dimensioned it all without a single mouse click.
Living room with kitchen, three bedrooms, a bathroom, a utility room and a hall, all fitting into 97.7 square metres.
And it didn't stop at the floor plan, because it finished with a full front elevation, roof and chimney included.
People still wait weeks for a drawing like this.
鲁晓宇 retweeted
Love this! I wish I had this back in school.
I always wondered how a drone knows where your palm is, so I asked Kimi K3.1 Pro to build me one I could take apart.
How it works:
> It built the whole drone. In 3D Make a model starts as a sentence typed into "Bring your idea to 3D...".
> A sensor under the nose reads the gap and the props speed up or ease off to hold it.
> Ask to see inside and the shell lifts: board, battery, camera, a motor in every duct.
> Every motor opens too, down to a ring of magnets and coils that fire in turn.
My playground and every prompt👇
鲁晓宇 retweeted
Kimi K3.1 Pro × Kimi Codeを使ってUnity製3Dゲームを作ってもらった🎮
数回のやりとりで約3時間待って完成。
荒いところはあるが、短時間でこれが出てくるのはK3.1 Proの実力を感じた。
Kimiのサブスクリプション単体でここまで作れるのは素直に凄い。
【今回使用したKimi公式プラグイン】
・3D Model Generation:キャラクター生成
・Image Generation:目標画像や画像アセット生成
・Blender:3Dオブジェクト生成
・Unity:ゲームエンジン操作
鲁晓宇 retweeted
Tested Kimi K3.1 Pro on a full 3D Chess game in Three.js from a single prompt.
Procedural pieces, move logic, clean HUD.
Cost ~$0.15
Clip below:
Kimi K3.1 Pro from @Kimi_Moonshot is now available on Sunra, alongside K3.1 Pro Highspeed, the same model at two to three times the speed.
From a sketch to a 3D model.
From a photo of your room to furniture that fits it.
From one prompt to a complete launch: poster, photography, product film and 3D viewer.
Start your next project with Kimi K3.1 Pro at sunra.ai.






























